{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "26a5059e-01ed-4207-ab79-f92fed561076",
   "metadata": {},
   "source": [
    "# Numpy 基本内容介绍\n",
    "\n",
    "1. 简介（使用Numpy的原因）\n",
    "2. 创建数组（矩阵/向量）与维度处理\n",
    "3. 数组的拼接与内容选取\n",
    "4. 数值运算（单个数组）\n",
    "5. 数值运算（多个数组之间）\n",
    "6. 数值类型\n",
    "7. 一些常用模块（随机模块/线性代数模块/统计模块）\n",
    "8. 两个实际例子（小练习）\n",
    "9. 自学参考"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f4cdfab0-a172-4a51-a1cb-6fe2c23c513a",
   "metadata": {},
   "source": [
    "## 1. 简介（使用Numpy的效率优势）"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "507c949c-18e9-4ea8-8098-5dbea256b488",
   "metadata": {},
   "source": [
    "### 1.1 计算效率比较（Python默认数据结构 vs Numpy数组）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9730e3e3-d4d9-493f-afd5-fb487e04363a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import math"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b7342396-61d0-4adc-a7ab-f4d5bc99d259",
   "metadata": {},
   "outputs": [],
   "source": [
    "# a running example to compare efficiency\n",
    "lst = list(range(1, 100000))\n",
    "arr = np.array(lst)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fa2fc09b-884a-48b0-98fd-e1098c5ed192",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4999950000.0\n",
      "CPU times: user 3.39 s, sys: 32 ms, total: 3.42 s\n",
      "Wall time: 3.42 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# 列表中每个数完成乘方,再开根号,再求和\n",
    "for i in range(100):\n",
    "    lst_result = sum([math.sqrt(item**2) for item in lst])\n",
    "print(lst_result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "05ff2394-0afa-477a-8dcb-da821106f928",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4999950000.0\n",
      "CPU times: user 39.9 ms, sys: 1.68 ms, total: 41.6 ms\n",
      "Wall time: 40.4 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# numpy矩阵中每个数完成乘方,再开根号,再求和\n",
    "for i in range(100):\n",
    "    arr_result = np.sum(np.sqrt(np.power(arr, 2)))\n",
    "print(arr_result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5c36bb79-f2d8-4105-9a1f-11837d23d0dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "71.84466019417475"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 程序效率之比\n",
    "(2.96*1000) / 41.2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "612f44e1-5167-4b29-bd6a-287af433ca01",
   "metadata": {},
   "source": [
    "### 1.2 创建数组"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "40d06de1-9b17-4c6b-9a31-919955561dd3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1 2 3]\n",
      "(3,)\n",
      "[0 1 2 3 4 5 6 7 8 9]\n",
      "(10,)\n"
     ]
    }
   ],
   "source": [
    "arr1 = np.array([1,2,3])\n",
    "print(arr1)\n",
    "print(arr1.shape)\n",
    "\n",
    "arr2 = np.arange(10)\n",
    "print(arr2)\n",
    "print(arr2.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "bd4016d8-d381-4f54-a4fe-d693e52aa90d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tuple"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(arr2.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5eeebc8-1f7e-4eee-a2a0-c3b8b8cfd1d5",
   "metadata": {},
   "source": [
    "np.arange()指定开始/截止/步长"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f0143013-79a2-46da-a7c0-e448dc72df5b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.  2.5 5.  7.5]\n",
      "(4,)\n"
     ]
    }
   ],
   "source": [
    "arr = np.arange(0, 10, 2.5)\n",
    "print(arr);print(arr.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "12c3650f-81c9-4832-b424-5d93706a0503",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(3,)\n",
      "[1 2 3]\n",
      "(10,)\n",
      "[0 1 2 3 4 5 6 7 8 9]\n",
      "(4,)\n",
      "[0.  2.5 5.  7.5]\n"
     ]
    }
   ],
   "source": [
    "# code here\n",
    "arr1 = np.array([1,2,3])\n",
    "print(arr1.shape)\n",
    "print(arr1)\n",
    "\n",
    "arr2 = np.arange(10)\n",
    "print(arr2.shape)\n",
    "print(arr2)\n",
    "\n",
    "arr3 = np.arange(0, 10, 2.5)\n",
    "print(arr3.shape)\n",
    "print(arr3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "caecd780-9516-48dd-ba9b-a2f03bb9a283",
   "metadata": {},
   "source": [
    "np.linspace/np.logspace: 指定范围内返回“等间距”数组"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "9b6bb52d-5014-4923-bd05-5e0ccc993144",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(5,)\n",
      "[  1.  26.  51.  76. 101.]\n",
      "(5,)\n",
      "[ 1. 21. 41. 61. 81.]\n",
      "(5,)\n",
      "[  1.           3.16227766  10.          31.6227766  100.        ]\n"
     ]
    }
   ],
   "source": [
    "# 在一个区间内返回等间距数组\n",
    "arr1 = np.linspace(1, 101, 5)\n",
    "print(arr1.shape)\n",
    "print(arr1)\n",
    "\n",
    "arr2 = np.linspace(1, 101, 5, endpoint=False)\n",
    "print(arr2.shape)\n",
    "print(arr2)\n",
    "\n",
    "# 10^0=1, 10^2=100\n",
    "arr3 = np.logspace(0, 2, 5, endpoint=True)\n",
    "print(arr3.shape)\n",
    "print(arr3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ea1a3441-bf16-4ed9-ba50-5b12edeb68aa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# TODO: draw a plot compare three interpolate\n",
    "import matplotlib.pyplot as plt\n",
    "f, ax = plt.subplots(1, 1, figsize=(5, 8), facecolor='white')\n",
    "\n",
    "xx = np.zeros(len(arr3))\n",
    "plt.plot(xx, arr1, 'o', label=\"linear space\")\n",
    "plt.plot(xx+1, arr2, 'x', label=\"linear space (no right end)\")\n",
    "plt.plot(xx+2, arr3, '^', label=\"log space\")\n",
    "plt.legend(loc='center left', bbox_to_anchor=(1, 0.5))\n",
    "\n",
    "ax.xaxis.set_ticks(np.arange(0, 3, 1))\n",
    "labels = ['linspace', 'linspace', 'logspace']\n",
    "ax.set_xticklabels(labels, )\n",
    "plt.grid(True, linestyle='-', which='both', axis='both')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bc124cd7-25c8-431c-8063-888a85a13fa8",
   "metadata": {},
   "source": [
    "reshape改变数组维度/形状"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "1d20e7f7-d999-4bbd-84bc-898f6b7e0d15",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(9,)\n",
      "[1 2 3 4 5 6 7 8 9]\n",
      "\n",
      "(3, 3)\n",
      "[[1 2 3]\n",
      " [4 5 6]\n",
      " [7 8 9]]\n",
      "\n",
      "(1, 3, 3)\n",
      "[[[1 2 3]\n",
      "  [4 5 6]\n",
      "  [7 8 9]]]\n"
     ]
    }
   ],
   "source": [
    "mat1 = np.array([1,2,3, 4,5,6, 7,8,9])\n",
    "mat2 = mat1.reshape(3, 3)\n",
    "mat3 = mat1.reshape(1, 3, 3)\n",
    "\n",
    "print(mat1.shape)\n",
    "print(mat1)\n",
    "print()\n",
    "print(mat2.shape)\n",
    "print(mat2)\n",
    "print()\n",
    "print(mat3.shape)\n",
    "print(mat3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e9063107-968b-4451-b047-6349ad8c0911",
   "metadata": {},
   "source": [
    "创建单一数填充的数组(np.zeros/ np.ones/ np.full)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "c6b55ab4-f5cb-4f97-812d-a1264a76bcea",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2, 2)\n",
      "[[0. 0.]\n",
      " [0. 0.]]\n",
      "(2, 4)\n",
      "[[1. 1. 1. 1.]\n",
      " [1. 1. 1. 1.]]\n",
      "(2, 2)\n",
      "[[-inf -inf]\n",
      " [-inf -inf]]\n",
      "(2, 2)\n",
      "[[1 2]\n",
      " [1 2]]\n"
     ]
    }
   ],
   "source": [
    "arr1 = np.zeros((2,2))\n",
    "arr2 = np.ones((2, 4))\n",
    "arr3 = np.full((2, 2), -np.inf)\n",
    "arr4 = np.full((2, 2), [1, 2])\n",
    "print(arr1.shape)\n",
    "print(arr1)\n",
    "print(arr2.shape)\n",
    "print(arr2)\n",
    "print(arr3.shape)\n",
    "print(arr3)\n",
    "print(arr4.shape)\n",
    "print(arr4)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6e0489ed-9877-4b95-ad47-ad12d94e9471",
   "metadata": {},
   "source": [
    "np.ones_like/ np.zeros_like"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "d9003cbc-62be-4ee2-bc7b-948340d2401c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1 2 3]]\n",
      "[[1 1 1]]\n",
      "[[1. 1. 1.]]\n"
     ]
    }
   ],
   "source": [
    "# 使用ones_like返回矩阵\n",
    "x = np.array([[1,2,3]])\n",
    "ones_1 = np.ones_like(x)\n",
    "ones_2 = np.ones(x.shape)\n",
    "print(x)\n",
    "print(ones_1)\n",
    "print(ones_2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f339236e-7f25-4691-a9ef-8e6d51e3437f",
   "metadata": {},
   "source": [
    "I矩阵（对角线为1）np.identity/ np.eye"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "62b6691c-6f1d-4433-9c74-e43d28ee94b7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1. 0. 0.]\n",
      " [0. 1. 0.]\n",
      " [0. 0. 1.]]\n",
      "[[1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0.]\n",
      " [0. 0. 1. 0. 0.]]\n"
     ]
    }
   ],
   "source": [
    "# identity matrix\n",
    "I = np.identity(3)\n",
    "print(I)\n",
    "# https://numpy.org/doc/stable/reference/generated/numpy.matlib.eye.html#numpy.matlib.eye\n",
    "I_rect = np.eye(3, M=5)\n",
    "print(I_rect)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51979d94-e894-491b-8f95-600946fd7398",
   "metadata": {},
   "source": [
    "np.triu / np.tril: 返回上下三角矩阵"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "46a8872d-f531-4edd-94f7-15dadf999f06",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0 1 2]\n",
      " [0 4 5]\n",
      " [0 0 8]]\n",
      "[[0 0 0]\n",
      " [3 4 0]\n",
      " [6 7 8]]\n",
      "[[0 0 0]\n",
      " [3 0 0]\n",
      " [6 7 0]]\n"
     ]
    }
   ],
   "source": [
    "mat2 = np.arange(9).reshape(3,3)\n",
    "# upper triangle matrix\n",
    "print(np.triu(mat2))\n",
    "print(np.tril(mat2))\n",
    "# lower triangle matrix\n",
    "print(np.tril(mat2, k=-1))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8891cdd0-1e2a-486a-a623-7bddce04fa56",
   "metadata": {},
   "source": [
    "改变矩阵形状(np.flatten / np.ravel / np.squeeze)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "fd5fc1b1-27b3-426d-94d4-eabc9531f0bc",
   "metadata": {},
   "outputs": [],
   "source": [
    "mat1 = np.array([1,2,3, 4,5,6, 7,8,9])\n",
    "mat3 = mat1.reshape(1, 3, 3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "1d198328-b678-4990-ad73-5b89da6e1442",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 3, 3)\n",
      "[[[1 2 3]\n",
      "  [4 5 6]\n",
      "  [7 8 9]]]\n",
      "(9,)\n",
      "[1 2 3 4 5 6 7 8 9]\n",
      "(3, 3)\n",
      "[[1 2 3]\n",
      " [4 5 6]\n",
      " [7 8 9]]\n"
     ]
    }
   ],
   "source": [
    "print(mat3.shape)\n",
    "print(mat3)\n",
    "# mat4 = mat3.ravel()\n",
    "mat4 = mat3.flatten()\n",
    "print(mat4.shape)\n",
    "print(mat4)\n",
    "mat5 = np.squeeze(mat3)\n",
    "print(mat5.shape)\n",
    "print(mat5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "72089ccb-ffa4-4ae1-bf1d-9b311837ad0b",
   "metadata": {},
   "source": [
    "矩阵交换数轴(np.swapaxes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "d50b3221-fdd0-4713-8b3d-bfd62ad46368",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1 2 3]]\n",
      "(1, 3)\n",
      "[[1]\n",
      " [2]\n",
      " [3]]\n",
      "(3, 1)\n"
     ]
    }
   ],
   "source": [
    "# 交换轴(行矩阵转化为列矩阵)\n",
    "x = np.array([[1,2,3]])\n",
    "print(x)\n",
    "print(x.shape)\n",
    "x1 = np.swapaxes(x, 0, 1)\n",
    "print(x1)\n",
    "print(x1.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "83b6044d-2372-47b6-9ca6-aab55ab58c03",
   "metadata": {},
   "source": [
    "改变数轴顺序（np.swapaxes / np.T / np.transpose()）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "f5309ebd-ef94-4cbe-a7fe-bb5e20bc16fe",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(3, 3)\n",
      "[[0 1 2]\n",
      " [3 4 5]\n",
      " [6 7 8]]\n",
      "(3, 3)\n",
      "[[0 3 6]\n",
      " [1 4 7]\n",
      " [2 5 8]]\n",
      "(3, 3)\n",
      "[[0 3 6]\n",
      " [1 4 7]\n",
      " [2 5 8]]\n"
     ]
    }
   ],
   "source": [
    "print(mat2.shape)\n",
    "print(mat2)\n",
    "mat3 = np.swapaxes(mat2,0,1)\n",
    "print(mat3.shape)\n",
    "print(mat3)\n",
    "mat3 = mat2.T\n",
    "print(mat3.shape)\n",
    "print(mat3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "ddaca23e-8ebd-4acd-b882-910a6709cf55",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 2, 3)\n",
      "(2, 1, 3)\n",
      "(3, 1, 2)\n"
     ]
    }
   ],
   "source": [
    "#1*2*3三维矩阵，改变轴的顺序\n",
    "mat4 = np.zeros((1,2,3))\n",
    "print(mat4.shape)\n",
    "mat4 = mat4.transpose(1, 0, 2)\n",
    "print(mat4.shape)\n",
    "mat4 = mat4.transpose()\n",
    "print(mat4.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b7f81139-25ef-4950-806c-0aa2e839e10c",
   "metadata": {},
   "source": [
    "矩阵的拼接与选取\n",
    "\n",
    "np.vstack / np.hstack / np.concatenate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "87af1b35-a43d-4678-bd56-3c60b51530b0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1 2 3]\n",
      "[4 5 6]\n",
      "(3,) (3,)\n",
      "[1 2 3 4 5 6]\n",
      "[[1 2 3]\n",
      " [4 5 6]]\n"
     ]
    }
   ],
   "source": [
    "a = np.array((1,2,3))\n",
    "b = np.array((4,5,6))\n",
    "print(a)\n",
    "print(b)\n",
    "\n",
    "print(a.shape, b.shape)\n",
    "print(np.hstack((a,b)))\n",
    "print(np.vstack((a,b)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "ced4d800-102d-4438-b58e-6e77be088563",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(3,)\n",
      "(1, 3)\n",
      "[[1 2 3]\n",
      " [4 5 6]\n",
      " [4 5 6]]\n",
      "[[1 2 3 4 5 6 4 5 6]]\n",
      "[[1 2 3]\n",
      " [4 5 6]\n",
      " [4 5 6]]\n",
      "[[1 2 3 4 5 6 4 5 6]]\n"
     ]
    }
   ],
   "source": [
    "print(a.shape)\n",
    "a = a.reshape(1, -1)\n",
    "b = b.reshape(1, -1)\n",
    "print(a.shape)\n",
    "\n",
    "print(np.vstack((a,b,b)))\n",
    "print(np.hstack((a,b,b)))\n",
    "\n",
    "print(np.concatenate((a, b, b), axis=0))\n",
    "print(np.concatenate((a, b, b), axis=1))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3f1d4fb9-e348-4877-92af-a2913c735cbf",
   "metadata": {},
   "source": [
    "数组的选取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "5e27c5a8-5f9a-45c5-80b1-955418df463b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0 1 2]\n",
      " [3 4 5]\n",
      " [6 7 8]]\n",
      "[[0 1]\n",
      " [3 4]]\n",
      "[0 3 6]\n",
      "(3,)\n",
      "[[0 2]\n",
      " [3 5]\n",
      " [6 8]]\n"
     ]
    }
   ],
   "source": [
    "mat = np.arange(9).reshape(3, 3)\n",
    "print(mat)\n",
    "# 选择左上角2*2矩阵\n",
    "print(mat[:2,:2])\n",
    "# 选择第一列\n",
    "print(mat[:,0])\n",
    "print(mat[:,0].shape)\n",
    "# 选择第一行和第三行的所有内容\n",
    "print(mat[: , [0, 2]])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a11ff2d-da75-4123-b4af-c7fc301a76dd",
   "metadata": {},
   "source": [
    "数组的选取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "ab15ef0f-69bd-4a76-b9fa-c922bc859681",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0 1 2]\n",
      " [3 4 5]\n",
      " [6 7 8]]\n",
      "[0 4 8]\n",
      "(3,)\n",
      "5\n",
      "5\n"
     ]
    }
   ],
   "source": [
    "print(mat)\n",
    "# 选择对角线内容\n",
    "print(np.diag(mat))\n",
    "print(np.diag(mat).shape)\n",
    "# 选择第二行第三列\n",
    "print(mat[1,2])\n",
    "print(mat[1][2])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "09245bf6-189a-48ab-ad30-07176492ea73",
   "metadata": {},
   "source": [
    "数组的分布选取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "7362072b-5e62-448d-9037-4080d9bad144",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0 1 2]\n",
      " [3 4 5]\n",
      " [6 7 8]]\n",
      "[0 8]\n",
      "[[0 2]\n",
      " [6 8]]\n"
     ]
    }
   ],
   "source": [
    "print(mat)\n",
    "# 选取第1行第1列；第3行第3列\n",
    "print(mat[[0,2],  [0,2]])\n",
    "# 选取第1/3行第1/3列\n",
    "print(mat[[0,2], :][:, [0,2]])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb77110b-cb20-45b7-bf0b-0d1f151fa5b3",
   "metadata": {},
   "source": [
    "np.where: 根据条件选取索引；两种使用方法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "ee5081d3-07f8-4cbe-b4b0-8ad389893522",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0 1 2]\n",
      " [3 4 5]\n",
      " [6 7 8]]\n",
      "[[0 0 0]\n",
      " [0 0 5]\n",
      " [6 7 8]]\n",
      "(array([1, 2, 2, 2]), array([2, 0, 1, 2]))\n",
      "[5 6 7 8]\n",
      "[5 6 7 8]\n"
     ]
    }
   ],
   "source": [
    "print(mat)\n",
    "# np.where用法1: 只保留所有大于4的值,<4的值替换为0\n",
    "print(np.where(mat>4, mat, 0))\n",
    "\n",
    "# np.where用法2: 根据条件选取特定的值\n",
    "inds_gt4 = np.where(mat>4)\n",
    "print(inds_gt4) \n",
    "print(mat[np.where(mat>4)])\n",
    "print(mat[mat>4])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e567a89d-0725-489a-8506-9a66651d09f3",
   "metadata": {},
   "source": [
    "np.where vs. np.argwhere"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "d5871211-8e8e-48b1-899b-e195b57f5e65",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0 1 2]\n",
      " [3 4 5]\n",
      " [6 7 8]]\n",
      "(array([1, 2, 2, 2]), array([2, 0, 1, 2]))\n",
      "[[1 2]\n",
      " [2 0]\n",
      " [2 1]\n",
      " [2 2]]\n"
     ]
    }
   ],
   "source": [
    "print(mat)\n",
    "# 返回大于4的位置\n",
    "inds_gt4 = np.where(mat>4)\n",
    "print(inds_gt4)\n",
    "inds_gt4 = np.argwhere(mat>4)\n",
    "print(inds_gt4)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd9a9fcd-311f-4ebd-ade8-bb578a1e5dcf",
   "metadata": {},
   "source": [
    "np.isnan vs. np.isinf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "7e460f4f-d587-412a-b484-1f12ae85d524",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-1  0  1]\n",
      "[ nan -inf   0.]\n",
      "[ True False False]\n",
      "[False  True False]\n",
      "(array([], dtype=int64),)\n",
      "(array([1]),)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/71/d5xhvtkn215cb3g26qsjh5q00000gn/T/ipykernel_16673/780506060.py:2: RuntimeWarning: divide by zero encountered in log\n",
      "  logarr = np.log(arr)\n",
      "/var/folders/71/d5xhvtkn215cb3g26qsjh5q00000gn/T/ipykernel_16673/780506060.py:2: RuntimeWarning: invalid value encountered in log\n",
      "  logarr = np.log(arr)\n"
     ]
    }
   ],
   "source": [
    "arr = np.array([-1, 0, 1])\n",
    "logarr = np.log(arr)\n",
    "print(arr)\n",
    "print(logarr)\n",
    "print(np.isnan(logarr))\n",
    "print(np.isinf(logarr))\n",
    "# 不成立!\n",
    "print(np.where(logarr==np.inf))\n",
    "# 成立\n",
    "print(np.where(np.isinf(logarr)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a0f05e08-6be6-4b2c-86b9-da8ad7d64f76",
   "metadata": {},
   "source": [
    "### P4 数值运算（单个数组）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "61ebe4cc-0936-4d02-8af1-79246127e096",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "nan\n",
      "inf\n",
      "2.718281828459045\n",
      "3.141592653589793\n",
      "None\n",
      "[0 1 2]\n",
      "(3,)\n",
      "(1, 1, 3)\n",
      "(1, 1, 3)\n"
     ]
    }
   ],
   "source": [
    "# 补充:np经常使用的常量\n",
    "# https://numpy.org/doc/stable/reference/constants.html\n",
    "print(np.nan)\n",
    "print(np.inf)\n",
    "print(np.e)\n",
    "print(np.pi)\n",
    "print(np.newaxis)\n",
    "x = np.arange(3)\n",
    "print(x)\n",
    "print(x.shape)\n",
    "x = x[np.newaxis, np.newaxis, :]\n",
    "print(x.shape)\n",
    "x = x.reshape(1, 1, -1)\n",
    "print(x.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d5a2ebc-1405-4eeb-977a-1ab32e6ad0f7",
   "metadata": {},
   "source": [
    "按位运算符（加减乘除）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "c76c0b7b-5c52-4c52-b1d2-fb72e93f8ddd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0 1]\n",
      " [2 3]]\n",
      "[[1 2]\n",
      " [3 4]]\n",
      "[[-1  0]\n",
      " [ 1  2]]\n",
      "[[0 2]\n",
      " [4 6]]\n",
      "[[0.  0.5]\n",
      " [1.  1.5]]\n"
     ]
    }
   ],
   "source": [
    "# 常用的运算符 + - * /\n",
    "mat = np.arange(0,4).reshape((2,2))\n",
    "print(mat)\n",
    "# 矩阵与数字的加减乘除\n",
    "print(mat + 1)\n",
    "print(mat - 1)\n",
    "\n",
    "print(mat * 2)\n",
    "print(mat / 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "67aa1a83-a583-4002-a0de-b13ceac0cb85",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 1.          2.71828183]\n",
      " [ 7.3890561  20.08553692]]\n",
      "[[0.         0.84147098]\n",
      " [0.90929743 0.14112001]]\n",
      "[[0 1]\n",
      " [4 9]]\n"
     ]
    }
   ],
   "source": [
    "# 更多函数运算\n",
    "print(np.exp(mat))\n",
    "print(np.sin(mat))\n",
    "print(np.power(mat, 2))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2558f04f-30d8-4bba-b429-43aa3182f4f7",
   "metadata": {},
   "source": [
    "np.sum / np.cumsum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "24e34984-5295-45bb-95b6-cad985eb3ba6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0 1]\n",
      " [2 3]]\n",
      "[2 4]\n",
      "[1 5]\n",
      "6\n",
      "[[0 1]\n",
      " [2 4]]\n",
      "[0 1 3 6]\n"
     ]
    }
   ],
   "source": [
    "mat = np.array([0, 1, 2, 3]).reshape((2, 2))\n",
    "print(mat)\n",
    "print(np.sum(mat, axis=0))\n",
    "print(np.sum(mat, axis=1))\n",
    "print(np.sum(mat))\n",
    "print(np.cumsum(mat, axis=0))\n",
    "print(np.cumsum(mat))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fee597d0-32f3-4ddb-95dc-19e70b4f814b",
   "metadata": {},
   "source": [
    "### P5 数值运算（多个数组）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "e5df7fed-4fff-4398-92d1-ec78cce8a814",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2 2]\n",
      "4\n",
      "[[2 1]\n",
      " [4 2]]\n"
     ]
    }
   ],
   "source": [
    "vec1 = np.array([1,2])\n",
    "vec2 = np.array([2,1])\n",
    "print(vec1 * vec2)\n",
    "# 矩阵的内积\n",
    "print(np.dot(vec1, vec2))\n",
    "# 矩阵的外积\n",
    "print(np.outer(vec1, vec2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "a747af35-92cf-4ca9-a749-3d9ec98d05ed",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4\n",
      "4\n",
      "[[2 1]\n",
      " [4 2]]\n",
      "[[2 1]\n",
      " [4 2]]\n"
     ]
    }
   ],
   "source": [
    "print(np.matmul(vec1, vec2))\n",
    "print(vec1 @ vec2)\n",
    "print(np.matmul(vec1.reshape(-1, 1), vec2.reshape(1, -1)))\n",
    "print(vec1.reshape(-1, 1) @ vec2.reshape(1, -1))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "54f9cf2b-4bd7-49ce-9ee7-47b0a7d34a35",
   "metadata": {},
   "source": [
    "boardcasting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "3ba587ac-8cf1-47ef-89fd-e313f5cd6a2e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0 0]\n",
      " [3 4]]\n",
      "[[0 2]\n",
      " [0 4]]\n"
     ]
    }
   ],
   "source": [
    "arr1 = np.array([[1, 2], [3, 4]])\n",
    "# (1, 2): 一行两列\n",
    "vec2 = np.array([0, 1]).reshape(1, -1)\n",
    "# (2, 1): 两行一列\n",
    "vec1 = np.array([0, 1]).reshape(-1, 1)\n",
    "print(arr1 * vec1)\n",
    "print(arr1 * vec2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "496371a6-869e-4c91-b7b6-a26ba6d55704",
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "operands could not be broadcast together with shapes (4,2) (2,2) ",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "Input \u001b[0;32mIn [37]\u001b[0m, in \u001b[0;36m<cell line: 6>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      4\u001b[0m arr1 \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39marray([[\u001b[38;5;241m1\u001b[39m, \u001b[38;5;241m2\u001b[39m], [\u001b[38;5;241m3\u001b[39m, \u001b[38;5;241m4\u001b[39m], [\u001b[38;5;241m5\u001b[39m, \u001b[38;5;241m6\u001b[39m], [\u001b[38;5;241m7\u001b[39m, \u001b[38;5;241m8\u001b[39m]])\n\u001b[1;32m      5\u001b[0m vec1 \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39marray([[\u001b[38;5;241m0\u001b[39m, \u001b[38;5;241m1\u001b[39m], [\u001b[38;5;241m2\u001b[39m, \u001b[38;5;241m3\u001b[39m]])\u001b[38;5;241m.\u001b[39mreshape(\u001b[38;5;241m2\u001b[39m, \u001b[38;5;241m2\u001b[39m)\n\u001b[0;32m----> 6\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[43marr1\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m+\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mvec1\u001b[49m)\n",
      "\u001b[0;31mValueError\u001b[0m: operands could not be broadcast together with shapes (4,2) (2,2) "
     ]
    }
   ],
   "source": [
    "# 多维度补齐例子\n",
    "# (与R语言中的循环机制(recycling)不同，\n",
    "# 只有维度为一的地方才能被补齐)\n",
    "arr1 = np.array([[1, 2], [3, 4], [5, 6], [7, 8]])\n",
    "vec1 = np.array([[0, 1], [2, 3]]).reshape(2, 2)\n",
    "print(arr1 + vec1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5dd2e7da-022d-463a-adf9-9cc8fcda1ed6",
   "metadata": {},
   "source": [
    "### P6数值类型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "3dfa48c5-6b32-41a4-b3ef-bc2567feabd9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0 1]\n",
      " [2 3]]\n",
      "int64\n",
      "[[-1.1 -0.1]\n",
      " [ 0.9  1.9]]\n",
      "float64\n",
      "[[-0.1+1.j  0.9+1.j]\n",
      " [ 1.9+1.j  2.9+1.j]]\n",
      "complex128\n"
     ]
    }
   ],
   "source": [
    "# 不同数据格式/类型\n",
    "mat = np.arange(4).reshape(2,2)\n",
    "print(mat)\n",
    "print(mat.dtype)\n",
    "mat = mat - 1.1\n",
    "print(mat)\n",
    "print(mat.dtype)\n",
    "mat = mat + (1+1j)\n",
    "print(mat)\n",
    "print(mat.dtype)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "e53278f5-d3dd-427c-a4c9-d1c83ee6d074",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-0.1  0.9]\n",
      " [ 1.9  2.9]]\n",
      "[[0 0]\n",
      " [1 2]]\n",
      "[[False False]\n",
      " [ True  True]]\n",
      "bool\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/71/d5xhvtkn215cb3g26qsjh5q00000gn/T/ipykernel_16673/3583761371.py:1: ComplexWarning: Casting complex values to real discards the imaginary part\n",
      "  mat = mat.astype(np.float64)\n"
     ]
    }
   ],
   "source": [
    "mat = mat.astype(np.float64)\n",
    "print(mat)\n",
    "mat = mat.astype(int)\n",
    "print(mat)\n",
    "# 等价于: mat != 0\n",
    "mat = mat.astype(np.bool_)\n",
    "print(mat)\n",
    "print(mat.dtype)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f8b9abca-935c-47e8-b7f5-c49f78d20eea",
   "metadata": {},
   "source": [
    "### P7 一些常用模块"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "956ce08d-95f5-42da-a486-cc181756a65b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0.10887029 0.83041143]\n",
      " [0.2045231  0.05534957]\n",
      " [0.46299731 0.19751136]]\n",
      "[[0 1]\n",
      " [0 0]\n",
      " [1 1]]\n"
     ]
    }
   ],
   "source": [
    "# 随机矩阵\n",
    "# numpy.random.rand 随机数模块\n",
    "print(np.random.rand(3,2))  # 0-1之间的均匀分布\n",
    "\n",
    "# 整数随机取值；注意：左开右闭区间[0,2)\n",
    "print(np.random.randint(0, 2, size=(3,2)))\n",
    "# https://numpy.org/doc/stable/reference/random/generator.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "bb9992c1-4053-4b50-ba49-ed02ca6499b3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1 1]\n",
      " [2 1]]\n",
      "[[3]\n",
      " [4]]\n",
      "[[1.]\n",
      " [2.]]\n"
     ]
    }
   ],
   "source": [
    "# 实际例子1: 解决线性方程（演示linalg模块）\n",
    "# x1 + x2 = 3\n",
    "# 2x1 + x2 = 4\n",
    "# solve x1, x2\n",
    "# matrix form A x = b\n",
    "A = np.array([[1, 1], [2, 1]]).reshape(2, 2)\n",
    "b = np.array([3, 4]).reshape(-1, 1)\n",
    "x = np.linalg.inv(A) @ b\n",
    "print(A)\n",
    "print(b)\n",
    "print(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "14636113-9783-4ce1-b213-884608f7a78e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0310\n",
      "0.0310\n",
      "0.0720\n",
      "0.0720\n",
      "0.9209\n",
      "0.9209\n",
      "0.9596\n",
      "0.9596\n"
     ]
    }
   ],
   "source": [
    "# 标准正太分布 N(0, 1) 取样1000次\n",
    "arr = np.random.randn(1000, 1)\n",
    "# 求：数据的平均值/中位数/方差/标准差/\n",
    "print('{:.4f}'.format(np.mean(arr)))\n",
    "print('{:.4f}'.format(np.nanmean(arr)))\n",
    "\n",
    "print('{:.4f}'.format(np.median(arr)))\n",
    "print('{:.4f}'.format(np.nanmedian(arr)))\n",
    "\n",
    "print('{:.4f}'.format(np.var(arr)))\n",
    "print('{:.4f}'.format(np.nanvar(arr)))\n",
    "\n",
    "print('{:.4f}'.format(np.std(arr)))\n",
    "print('{:.4f}'.format(np.nanstd(arr)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ee7a84a7-79c9-4126-8180-a669d1ff92ba",
   "metadata": {},
   "source": [
    "### P8实例（两个小练习）\n",
    "- 图片处理\n",
    "- monte carlo仿真（Gambler's Ruin问题）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "b22f5a85-2df0-4ab4-8af9-d9737b5fd61f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(28, 28)\n"
     ]
    },
    {
     "data": {
      "image/png": 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6rkHR9RCKXteivb09WT958uQ599RIo113IPyrdPe3JY22db5fpCkA5WPaMJA5QgDIHCEAZI4QADJHCACZIwSAzLGeQAtF4/yTJ09u6vNH8wAi0XUFonkA0Tj7+vXrk/Wi1y2Itk/UX/T+lD0PYLzYEwAyRwgAmSMEgMwRAkDmCAEgc4QAkDlCAMgc8wRaqOg4dtHnj8bBo3H4WbNmJevRuvxDQ0PJ+rp165L1yNSpU5P1otu3s7MzWS86D6Ms7AkAmSMEgMwRAkDmCAEgc4QAkDlCAMgcIQBkLrzuQENfLPPrDhTV0dGRrEfnsxd9r/ft25esR9cF6OvrS9YXLVqUrBe9rkDuRrvuAHsCQOYIASBzhACQOUIAyBwhAGSOEAAyRwgAmQvXEzCzhZJ+LmmepCFJPe7+MzN7XNI/Sfp97a4Pu/uvmtXo+SAa5z9x4kSheqS9vT1Zv+SSS5L1qP9oXf6tW7cm69E8ALO6w9xjVvS6AtHrF12voCxjWVTkjKQfu/sHZtYp6X0z21ar/dTdf9K89gA0WxgC7t4nqa/2/XEz2yPp4mY3BqA1zukzATNbJOkaSe/WbnrAzD4ys+fMbGajmwPQfGMOATObIellSWvd/ZikZyQtlrRMw3sKT47yuNVmtsPMdhRvF0CjjSkEzKxNwwHwkru/Iknu3u/uZ919SNIGSdfXe6y797h7l7t3NappAI0ThoANfyS6UdIed39qxO3zR9ztLkm7G98egGYby+jATZL+XtIuM9tZu+1hSfeY2TJJLqlX0v1N6A9Ak7GewAQSjdNH7+WpU6eS9Wicu+g8h6VLlybre/fuTdajcfzougZF/9anTZuWrA8MDBR6/mZjPQEAdRECQOYIASBzhACQOUIAyBwhAGSOEAAyxzyBForGmQcHB5P1Zr9XbW1tyXo0j2DSpPS/KUWvGxCdz9/s14/mKVT9ugjMEwBQFyEAZI4QADJHCACZIwSAzBECQOYIASBzrZ4n8HtJ/zPiptmSvmpZA+eO/oqpcn9V7k1qfH9/7u5/Wq/Q0hD4oxc321HltQfpr5gq91fl3qTW9sfhAJA5QgDIXNkh0FPy60for5gq91fl3qQW9lfqZwIAylf2ngCAkhECQOYIASBzhACQOUIAyNz/AqbwApGc9lqgAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 实际例子2: RGB图像处理\n",
    "import matplotlib.image as mpimg\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "\n",
    "num_9=mpimg.imread('image/9_1.jpg')\n",
    "num_5=mpimg.imread('image/5_1.jpg')\n",
    "num_1=mpimg.imread('image/1_1.jpg')\n",
    "\n",
    "print(num_9.shape)\n",
    "\n",
    "plt.matshow(num_9, cmap=\"Greys_r\", vmin=0, vmax=256)\n",
    "plt.show()\n",
    "# 使用常用的语法，完成如下例子\n",
    "# 1. 左右翻转\n",
    "# 2. 顺时针旋转90度\n",
    "# 3. 拼接‘951’\n",
    "# 4. 还原RGB数字‘951'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "781ab0fc-3c62-4962-85c0-6a6fb308aa56",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(12, 12), facecolor=\"white\")\n",
    "ax.matshow(num_9, cmap=\"Greys_r\", vmin=0, vmax=256, alpha=0.1)\n",
    "\n",
    "for (j,i),label in np.ndenumerate(num_9):\n",
    "    ax.text(i, j, label, ha='center', va='center', color='red')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "3c36719f-056c-410f-b26c-0e339d3bea00",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fbf688dd940>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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JfT2C0dYTCM+qu/+XpNH+9l9apCkA5WPaMJA5QgDIHCEAZI4QADJHCACZIwSAzGW1nkA0DyAapx8cHCz0/NE4dzSO/dRTTyXrDz/8cLI+ZcqUZP3iiy9O1tesWZOs13s9hGgeRtE/n1xxJQBkjhAAMkcIAJkjBIDMEQJA5ggBIHOEAJC5rOYJRKZNm5asFx0Hb2lpSdajeQJPPvlksv7AAw8k6yeckM78jo6OZD0SzbOI1mOIfv9oHkDReRi54koAyBwhAGSOEAAyRwgAmSMEgMwRAkDmCAEgc+G+AzV9spL3HTjWRePwvb29yXpnZ2eyHu1rsHDhwmQ9Es0TiPaFGBgYKPT8uRtt3wGuBIDMEQJA5ggBIHOEAJA5QgDIHCEAZI4QADIXridgZvMkvSjpFElDkla5+6/M7H5Jt0j6c+Vb73X339ar0UaI3o9edN37aJw8Ej3++vXrk/Vbb701WW9vb0/WzzzzzGR9+/btyXq070PReQBR/8wzqG4si4ockfRzd//AzKZJ2mxmb1Vqv3T3X9SvPQD1FoaAu++UtLPy+X4z65E0t96NAWiMcd0TMLP5ks6TtLFy6HYz+9jMnjezmbVuDkD9jTkEzGyqpNck3eXu+yQ9LWmBpMUavlJ4bJSfW2Fmm8xsU/F2AdTamELAzCZpOABedve1kuTufe4+6O5Dkp6VdH61n3X3Ve7e5e5dtWoaQO2EIWDDt7Sfk9Tj7o+POD7yLWlXS9pS+/YA1NtYRgcuknS9pE/M7MPKsXslLTOzxZJcUq+klXXoD0CdsZ7ACK2trcn6oUOHCj1+NE8g2hcgmiewaNGiZH3r1q3JetFx9miexeTJk5P16Pwwzl8M6wkAqIoQADJHCACZIwSAzBECQOYIASBzhACQOeYJjBCt6x+N0xd9/KGhoWS96J9V0eeP5gEcPnx43D2NRzSPoKWlJVkvOs/jWMc8AQBVEQJA5ggBIHOEAJA5QgDIHCEAZI4QADLX6HkCf5b0PyMOzZK0u2ENjB/9FdPM/TVzb1Lt+/tbd/+baoWGhsBfPbnZpmZee5D+imnm/pq5N6mx/fFyAMgcIQBkruwQWFXy80for5hm7q+Ze5Ma2F+p9wQAlK/sKwEAJSMEgMwRAkDmCAEgc4QAkLn/A0jlAmdNRfEVAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 使用常用的语法，完成如下例子\n",
    "# 1. 左右翻转\n",
    "# 2. 顺时针旋转90度\n",
    "# 3. 拼接‘951’\n",
    "# 4. 还原RGB数字‘951'\n",
    "\n",
    "# 左右翻转\n",
    "# number_lr = np.fliplr(num_9)\n",
    "number_lr = num_9[:, ::-1]\n",
    "plt.matshow(number_lr, cmap=\"Greys_r\", vmin=0, vmax=256)\n",
    "\n",
    "# 上下翻转\n",
    "# number_ud = np.flipud(num_9)\n",
    "number_ud = num_9[::-1, :]\n",
    "plt.matshow(number_ud, cmap=\"Greys_r\", vmin=0, vmax=256)\n",
    "\n",
    "# 顺时针旋转90度 == 逆时针旋转270度\n",
    "number_rot = np.rot90(num_9, k=3)\n",
    "plt.matshow(number_rot, cmap=\"Greys_r\", vmin=0, vmax=256)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "cbd03667-edd2-4483-85da-22765481bbac",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(3, 28, 28)\n",
      "(28, 28, 3)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fbf98365430>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 拼接图层\n",
    "fig, ax = plt.subplots(1, 1, figsize=(10, 10), facecolor=\"white\")\n",
    "# 拼接为951\n",
    "# num_951 = np.hstack((num_9, num_5, num_1))\n",
    "# print(num_951.shape)\n",
    "# ax.matshow(num_951, cmap=\"Greys_r\", vmin=0, vmax=256)\n",
    "\n",
    "# 保存在三个图层\n",
    "num_rgb = np.array([num_9, num_5, num_1]).astype(int)\n",
    "print(num_rgb.shape)\n",
    "# num_rgb = num_rgb.swapaxes(0,2)\n",
    "# num_rgb = num_rgb.swapaxes(0,1)\n",
    "num_rgb = np.moveaxis(num_rgb, [0,1,2], [2,0,1])\n",
    "print(num_rgb.shape)\n",
    "# fig, ax = plt.subplots(1, 1)\n",
    "ax.imshow(num_rgb)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d868b6af-e0ee-43d0-be9c-d00338284f14",
   "metadata": {},
   "source": [
    "Gambler's Ruin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "029c913e-b69e-43d2-afca-545aa3467061",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 1.  1. -1.  1.  1.  1.  1. -1. -1. -1.]\n",
      " [ 1. -1.  1.  1.  1. -1. -1. -1.  1. -1.]\n",
      " [-1.  1.  1.  1.  1.  1.  1. -1. -1. -1.]\n",
      " [-1. -1.  1.  1.  1.  1.  1.  1.  1. -1.]\n",
      " [-1.  1. -1. -1. -1.  1.  1.  1. -1. -1.]]\n"
     ]
    }
   ],
   "source": [
    "# 实际例子3: 仿真Gambler's ruin 赌徒的困境\n",
    "# 赌徒有一半的概率赢得赌局，每次赌局结果相互独立\n",
    "# 每次赌1元钱，每次赢赌局赢得额外1元，否则输掉1元\n",
    "# 问：赌徒初始有10元，赌局100次后，输掉10元钱（破产）的概率？\n",
    "\n",
    "# 仿真200次(200行)，每次仿真走100步(100列)\n",
    "results = np.random.rand(200, 100)\n",
    "results[results > 0.5] = 1  # gain $1\n",
    "results[results < 0.5] = -1  # loss $1\n",
    "print(results[:5, :10])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "9941343d-9b09-4d69-b397-fb6fc2ae60d2",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib\n",
    "matplotlib.rcParams['font.family'] = ['Heiti TC']\n",
    "plt.rcParams.update({'font.size': 22})\n",
    "matplotlib.rc('xtick', labelsize=10)\n",
    "matplotlib.rc('ytick', labelsize=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "7be73f5f-5798-4f4e-8120-7dc65c008fde",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 显示每一步的现金\n",
    "results_cum = np.cumsum(results, axis=1)\n",
    "# visualize the results\n",
    "fig, ax = plt.subplots(1, 1, figsize=(10, 5), facecolor=\"white\")\n",
    "Row, Col = results_cum.shape\n",
    "for j in range(Row):  # for each column/time\n",
    "    trial = results_cum[j, :]\n",
    "    plt.plot(range(100), trial, alpha=0.5)\n",
    "# print ref line\n",
    "plt.axhline(y=0, color='grey', linestyle='-')\n",
    "plt.axhline(y=-10, color='r', linestyle='-')\n",
    "plt.axhline(y=10, color='b', linestyle='-')\n",
    "plt.xlabel(\"投注次数\")\n",
    "plt.ylabel(\"盈亏(单位：元)\")\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "59c26615-be33-4730-a18e-ac01c8250a64",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 如果赚到额外10元或者亏完10元，则赌徒离场，后面的面额显示为恒定值\n",
    "RNum, CNum = results_cum.shape\n",
    "\n",
    "# state=0: running; state=1: loss; state=2: win\n",
    "result_state = np.full((RNum, 1), fill_value=0)\n",
    "for col in range(CNum):\n",
    "    result_at_time = results_cum[:, col]\n",
    "    broke_rows = np.where(result_at_time <= -10)\n",
    "    win_rows = np.where(result_at_time >= 10)\n",
    "    results_cum[broke_rows, col+1:] = -10\n",
    "    results_cum[win_rows, col+1:] = 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "657192a1-16b4-429e-8594-96ad1cbff02c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualize the results\n",
    "fig, ax = plt.subplots(1, 1, figsize=(10, 5), facecolor=\"white\")\n",
    "Row, Col = results_cum.shape\n",
    "for j in range(Row):  # for each column/time\n",
    "    trial = results_cum[j, :]\n",
    "    plt.plot(range(100), trial, alpha=0.5)\n",
    "# print ref line\n",
    "plt.axhline(y=0, color='grey', linestyle='-')\n",
    "plt.axhline(y=-10, color='r', linestyle='-')\n",
    "plt.axhline(y=10, color='b', linestyle='-')\n",
    "plt.xlabel(\"投注次数\")\n",
    "plt.ylabel(\"盈亏(单位：元)\")\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "b81c6140-7138-4f82-8409-09a568e134e0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot first 10 broke trial\n",
    "broke_cum_results = results_cum[np.nanmin(results_cum, axis=1) <= -10][:10]\n",
    "\n",
    "# visualize the results\n",
    "fig, ax = plt.subplots(1, 1, figsize=(10, 5), facecolor=\"white\")\n",
    "Row, Col = broke_cum_results.shape\n",
    "for j in range(Row):  # for each column/time\n",
    "    trial = broke_cum_results[j, :]\n",
    "    plt.plot(range(100), trial, alpha=0.5)\n",
    "# print ref line\n",
    "# plt.axhline(y=0, color='r', linestyle='-')\n",
    "plt.axhline(y=-10, color='r', linestyle='-')\n",
    "plt.xlabel(\"投注次数\")\n",
    "plt.ylabel(\"盈亏(单位：元)\")\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "6ce274e2-2e09-48c5-8c6d-f58e18e9da94",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "赔光离场58次；\n",
      "翻倍离场71次；\n",
      "200回合内未结束71次；\n"
     ]
    }
   ],
   "source": [
    "count_loss = sum(np.nanmin(results_cum, axis=1) <= -10)\n",
    "count_win = sum(np.nanmax(results_cum, axis=1) >= 10)\n",
    "count_running = sum( (np.nanmin(results_cum, axis=1) > -10) & (np.nanmax(results_cum, axis=1) < 10) )\n",
    "print(f\"赔光离场{count_loss}次；\")\n",
    "print(f\"翻倍离场{count_win}次；\")\n",
    "print(f\"200回合内未结束{200-count_win-count_loss}次；\")\n",
    "# 理论值 p1 = n2/(n1+n2); p2 = n1/(n1+n2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ca36395a-e478-4e59-868f-fe7ef685ff2f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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